{"id":"W3134968133","doi":"10.3138/jvme-2019-0104","title":"Assessment and Revision of the Veterinary Internship and Residency Matching Program Standardized Letter of Reference","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internship; Medical education; Consistency (knowledge bases); Psychology; Stakeholder; Readability; Journal club; Medicine; Computer science; Public relations","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001830769,0.0001082314,0.0003638324,0.00008315251,0.0002124117,0.00001204795,0.0001559804,0.0001115856,0.0002576105],"category_scores_gemma":[0.001410905,0.00007250161,0.00006128401,0.0001478054,0.0001445502,0.0002849312,0.000302102,0.0006966058,6.367342e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008401845,"about_ca_system_score_gemma":0.002505928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002945486,"about_ca_topic_score_gemma":0.000003062848,"domain_scores_codex":[0.9970506,0.001149697,0.0009510363,0.0001439584,0.0005553901,0.0001493642],"domain_scores_gemma":[0.9973444,0.0006892203,0.001015979,0.0002240332,0.000591722,0.0001346016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003492553,0.003937055,0.1868617,0.01233184,0.0005823979,0.0002525092,0.04163515,0.000001144813,0.07353634,0.00245451,0.04239242,0.6325224],"study_design_scores_gemma":[0.001523273,0.003709307,0.8146936,0.009799184,0.0001640489,0.00171846,0.02474555,0.000009828907,0.000118961,0.001081904,0.1422582,0.0001777696],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810345,0.001858085,0.00009501436,0.01484645,0.001383211,0.000218174,0.00000347722,0.000005122705,0.0005560292],"genre_scores_gemma":[0.9895715,0.002938821,0.00624275,0.0008119929,0.0002867416,0.00001299085,0.000002887521,0.000009803127,0.0001224788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6323447,"threshold_uncertainty_score":0.4445408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4020827510672237,"score_gpt":0.5923953158120867,"score_spread":0.190312564744863,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}